{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#进行锐化处理\n",
    "from skimage import data,io,color,img_as_ubyte,filters,img_as_float\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy import signal,ndimage\n",
    "import numpy as np\n",
    "def corr(img,win):#,boundary='fill'\n",
    "    image=img_as_float(img)\n",
    "    s=signal.correlate2d(image,win,mode='same',boundary='fill') #得到卷积后的图像，要求尺寸相同，边缘填充0\n",
    "    return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#下面为罗伯特算子\n",
    "rob_pos=[[1 ,0],[0,-1]]\n",
    "rob_neg=[[0,1],[-1,0]]\n",
    "#下面为索贝尔算子\n",
    "#[[-1,-2,-1],[0,0,0],[1,2,1]]水平\n",
    "#[[-1,0,1],[-2,0,2],[-1,0,1]]竖直"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f8b9d15780>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一阶微分算子\n",
    "img=data.camera()\n",
    "plt.imshow(img,'gray')\n",
    "rob_pos=[[1 ,0],[0,-1]]\n",
    "rob_neg=[[0,1],[-1,0]]\n",
    "plt.figure()\n",
    "i1=corr(img,rob_pos)\n",
    "i2=corr(img,rob_neg)\n",
    "plt.imshow(i1,plt.cm.gray)\n",
    "plt.figure()\n",
    "plt.imshow(i2,plt.cm.gray)\n",
    "\n",
    "plt.figure()\n",
    "plt.imshow(np.sqrt(np.power(i1,2)+np.power(i2,2)),'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f8b9e18c18>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#二阶微分算子 此处为基本的拉普拉斯算子\n",
    "laplace=[[0,1,0],[1,-4,1],[0,1,0]]\n",
    "img=data.camera()\n",
    "img_laplace=filters.laplace(img,3,None)\n",
    "plt.imshow(img_laplace,'gray')\n",
    "plt.figure()\n",
    "i1=img_as_float(img)\n",
    "p=ndimage.convolve(i1,laplace)\n",
    "plt.imshow(p,'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.        ,  0.61176471,  0.61568627, ...,  0.59607843,\n",
       "         0.59607843,  0.        ],\n",
       "       [ 0.61176471, -1.21960784, -0.60784314, ..., -0.59607843,\n",
       "        -1.19215686,  0.59607843],\n",
       "       [ 0.61176471, -0.6       ,  0.00392157, ...,  0.        ,\n",
       "        -0.59607843,  0.59607843],\n",
       "       ...,\n",
       "       [ 0.4745098 , -0.46666667,  0.00392157, ...,  0.02352941,\n",
       "        -0.42745098,  0.43529412],\n",
       "       [ 0.4745098 , -0.94117647, -0.47843137, ..., -0.41960784,\n",
       "        -0.8627451 ,  0.43529412],\n",
       "       [ 0.        ,  0.4745098 ,  0.48235294, ...,  0.44313725,\n",
       "         0.43529412,  0.        ]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#反锐化掩蔽就是将原始图片，减去平滑后得到的图像，不做叙述\n",
    "#混合空间增强就是综合利用图像平滑和锐化处理\n",
    "def correl2d(img,win):  #进行卷积运算\n",
    "    m,n=win.shape \n",
    "    img1=np.zerso((img.shape[0]+m-1,img.shape[1]+n-1))\n",
    "    img1[(m-1)//2:(img.shape[0]+(m-1)//2),(n-1)//2:(img.shape[1]+(n-1)//2)]=img\n",
    "    img2=np.zeros(img.shape)\n",
    "    for i in range(img.shape[0]):\n",
    "        for j in range(img.shape[1]):\n",
    "            temp=img1[i:i+m,j:j+n]\n",
    "            img2[i,j]=np.sum(np.multiply(temp,win))#矩阵对应位置相乘\n",
    "    return img2\n",
    "# img=io."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "No such file: 'C:\\Users\\sunshenao\\图像处理\\boneScan.tif'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-072523714c48>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mio\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'boneScan.tif'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\skimage\\io\\_io.py\u001b[0m in \u001b[0;36mimshow\u001b[1;34m(arr, plugin, **plugin_args)\u001b[0m\n\u001b[0;32m    156\u001b[0m     \"\"\"\n\u001b[0;32m    157\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 158\u001b[1;33m         \u001b[0marr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcall_plugin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'imread'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0marr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplugin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplugin\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    159\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mcall_plugin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'imshow'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0marr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplugin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplugin\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mplugin_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    160\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\skimage\\io\\manage_plugins.py\u001b[0m in \u001b[0;36mcall_plugin\u001b[1;34m(kind, *args, **kwargs)\u001b[0m\n\u001b[0;32m    207\u001b[0m                                (plugin, kind))\n\u001b[0;32m    208\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 209\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    210\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    211\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\skimage\\io\\_plugins\\imageio_plugin.py\u001b[0m in \u001b[0;36mimread\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;33m@\u001b[0m\u001b[0mwraps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimageio_imread\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mimread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimageio_imread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\imageio\\core\\functions.py\u001b[0m in \u001b[0;36mimread\u001b[1;34m(uri, format, **kwargs)\u001b[0m\n\u001b[0;32m    263\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    264\u001b[0m     \u001b[1;31m# Get reader and read first\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 265\u001b[1;33m     \u001b[0mreader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muri\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"i\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    266\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0mreader\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    267\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mreader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\imageio\\core\\functions.py\u001b[0m in \u001b[0;36mget_reader\u001b[1;34m(uri, format, mode, **kwargs)\u001b[0m\n\u001b[0;32m    170\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    171\u001b[0m     \u001b[1;31m# Create request object\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 172\u001b[1;33m     \u001b[0mrequest\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mRequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muri\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"r\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    173\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    174\u001b[0m     \u001b[1;31m# Get format\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\imageio\\core\\request.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, uri, mode, **kwargs)\u001b[0m\n\u001b[0;32m    122\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    123\u001b[0m         \u001b[1;31m# Parse what was given\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 124\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_parse_uri\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muri\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    125\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    126\u001b[0m         \u001b[1;31m# Set extension\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\TF_2C\\lib\\site-packages\\imageio\\core\\request.py\u001b[0m in \u001b[0;36m_parse_uri\u001b[1;34m(self, uri)\u001b[0m\n\u001b[0;32m    258\u001b[0m                 \u001b[1;31m# Reading: check that the file exists (but is allowed a dir)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    259\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 260\u001b[1;33m                     \u001b[1;32mraise\u001b[0m \u001b[0mFileNotFoundError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"No such file: '%s'\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    261\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    262\u001b[0m                 \u001b[1;31m# Writing: check that the directory to write to does exist\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: No such file: 'C:\\Users\\sunshenao\\图像处理\\boneScan.tif'"
     ]
    }
   ],
   "source": []
  }
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